{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"others_\", \"score\": 0.0078125}, {\"name\": \"people_\", \"score\": 0.48828125}], \"color\": {\"dominantColorForeground\": \"Black\", \"dominantColorBackground\": \"Grey\", \"dominantColors\": [], \"accentColor\": \"004766\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"sky\", \"person\", \"outdoor\"], \"captions\": [{\"text\": \"a man looking up\", \"confidence\": 0.36832404136657715}]}, \"requestId\": \"2124a4ef-e5c8-4a8a-9aee-8d5b120d1fb2\", \"metadata\": {\"height\": 2878, \"width\": 1920, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "subscription_key = \"0edfadf16cda4f44ae5bca3c4ef52e8f\"\n",
    "endpoint = \"https://lzycomputervision.cognitiveservices.azure.com/\"\n",
    "analyze_url = endpoint + \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://cdn.qetic.jp/wp-content/uploads/2020/04/03122633/music200403_lauv_2-1920x2878.jpeg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'abstract_texture', 'score': 0.828125}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'White', 'dominantColors': ['White', 'Yellow', 'Blue'], 'accentColor': 'BBAC10', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['indoor', 'food', 'sweet', 'surrounded', 'arranged'], 'captions': [{'text': 'a group of colorful balloons', 'confidence': 0.3975410759449005}]}, 'requestId': 'a45c68b0-e3c1-4c97-a56b-013d2a5b7721', 'metadata': {'height': 3120, 'width': 3120, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "subscription_key = \"0edfadf16cda4f44ae5bca3c4ef52e8f\"\n",
    "endpoint = \"https://lzycomputervision.cognitiveservices.azure.com/\"\n",
    "analyze_url = endpoint + \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "# Sample images are here, if needed:\n",
    "# https://github.com/Azure-Samples/cognitive-services-sample-data-files/tree/master/ComputerVision/Images\n",
    "image_path = \"C:/Users/Zzzing/Pictures/Camera Roll/bobopool.jpg\"\n",
    "\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 50-by-50\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following lines.\n",
    "# %matplotlib inline\n",
    "# import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "subscription_key = \"0edfadf16cda4f44ae5bca3c4ef52e8f\"\n",
    "endpoint = \"https://lzycomputervision.cognitiveservices.azure.com/\"\n",
    "\n",
    "thumbnail_url = endpoint + \"vision/v3.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603559122087&di=d65ae51b7878a865b26e87f14071d7e3&imgtype=0&src=http%3A%2F%2Fn.sinaimg.cn%2Fsinacn15%2F275%2Fw640h435%2F20181010%2Fcaba-hkrzvkw4936632.jpg\"\n",
    "\n",
    "# Construct URL\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'width': '50', 'height': '50', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "# Call API\n",
    "response = requests.post(thumbnail_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Open the image from bytes\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))\n",
    "\n",
    "# Save thumbnail to file\n",
    "thumbnail.save('thumbnail.png')\n",
    "\n",
    "# Display image\n",
    "thumbnail.show()\n",
    "\n",
    "# Optional. Display the thumbnail from Jupyter.\n",
    "# plt.imshow(thumbnail)\n",
    "# plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T14:42:35Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T14:42:35Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T14:42:35Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T14:42:36Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": -1.1431,\n",
      "                \"width\": 440,\n",
      "                \"height\": 440,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            82,\n",
      "                            51,\n",
      "                            299,\n",
      "                            48,\n",
      "                            300,\n",
      "                            78,\n",
      "                            83,\n",
      "                            81\n",
      "                        ],\n",
      "                        \"text\": \"CAUSE BABY,\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    87,\n",
      "                                    52,\n",
      "                                    200,\n",
      "                                    50,\n",
      "                                    201,\n",
      "                                    80,\n",
      "                                    88,\n",
      "                                    82\n",
      "                                ],\n",
      "                                \"text\": \"CAUSE\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    214,\n",
      "                                    50,\n",
      "                                    300,\n",
      "                                    48,\n",
      "                                    301,\n",
      "                                    79,\n",
      "                                    215,\n",
      "                                    80\n",
      "                                ],\n",
      "                                \"text\": \"BABY,\",\n",
      "                                \"confidence\": 0.736\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            20,\n",
      "                            129,\n",
      "                            422,\n",
      "                            122,\n",
      "                            423,\n",
      "                            150,\n",
      "                            21,\n",
      "                            158\n",
      "                        ],\n",
      "                        \"text\": \"I COULD BUILD A CASTLE\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    33,\n",
      "                                    131,\n",
      "                                    53,\n",
      "                                    130,\n",
      "                                    55,\n",
      "                                    157,\n",
      "                                    34,\n",
      "                                    157\n",
      "                                ],\n",
      "                                \"text\": \"I\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    59,\n",
      "                                    130,\n",
      "                                    165,\n",
      "                                    127,\n",
      "                                    166,\n",
      "                                    154,\n",
      "                                    60,\n",
      "                                    156\n",
      "                                ],\n",
      "                                \"text\": \"COULD\",\n",
      "                                \"confidence\": 0.98\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    170,\n",
      "                                    127,\n",
      "                                    266,\n",
      "                                    124,\n",
      "                                    267,\n",
      "                                    152,\n",
      "                                    171,\n",
      "                                    154\n",
      "                                ],\n",
      "                                \"text\": \"BUILD\",\n",
      "                                \"confidence\": 0.98\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    271,\n",
      "                                    124,\n",
      "                                    298,\n",
      "                                    124,\n",
      "                                    299,\n",
      "                                    152,\n",
      "                                    272,\n",
      "                                    152\n",
      "                                ],\n",
      "                                \"text\": \"A\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    310,\n",
      "                                    124,\n",
      "                                    421,\n",
      "                                    122,\n",
      "                                    422,\n",
      "                                    151,\n",
      "                                    311,\n",
      "                                    151\n",
      "                                ],\n",
      "                                \"text\": \"CASTLE\",\n",
      "                                \"confidence\": 0.98\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            100,\n",
      "                            202,\n",
      "                            302,\n",
      "                            197,\n",
      "                            303,\n",
      "                            222,\n",
      "                            101,\n",
      "                            228\n",
      "                        ],\n",
      "                        \"text\": \"OUT OF ALL\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    110,\n",
      "                                    203,\n",
      "                                    173,\n",
      "                                    200,\n",
      "                                    174,\n",
      "                                    226,\n",
      "                                    111,\n",
      "                                    228\n",
      "                                ],\n",
      "                                \"text\": \"OUT\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    180,\n",
      "                                    200,\n",
      "                                    224,\n",
      "                                    199,\n",
      "                                    224,\n",
      "                                    225,\n",
      "                                    180,\n",
      "                                    226\n",
      "                                ],\n",
      "                                \"text\": \"OF\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    237,\n",
      "                                    199,\n",
      "                                    303,\n",
      "                                    197,\n",
      "                                    302,\n",
      "                                    223,\n",
      "                                    236,\n",
      "                                    224\n",
      "                                ],\n",
      "                                \"text\": \"ALL\",\n",
      "                                \"confidence\": 0.985\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            10,\n",
      "                            278,\n",
      "                            436,\n",
      "                            270,\n",
      "                            437,\n",
      "                            298,\n",
      "                            11,\n",
      "                            307\n",
      "                        ],\n",
      "                        \"text\": \"THE BRICKS THEY THREW\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    12,\n",
      "                                    281,\n",
      "                                    88,\n",
      "                                    278,\n",
      "                                    89,\n",
      "                                    304,\n",
      "                                    13,\n",
      "                                    307\n",
      "                                ],\n",
      "                                \"text\": \"THE\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    106,\n",
      "                                    277,\n",
      "                                    244,\n",
      "                                    273,\n",
      "                                    245,\n",
      "                                    300,\n",
      "                                    107,\n",
      "                                    303\n",
      "                                ],\n",
      "                                \"text\": \"BRICKS\",\n",
      "                                \"confidence\": 0.973\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    249,\n",
      "                                    273,\n",
      "                                    327,\n",
      "                                    272,\n",
      "                                    327,\n",
      "                                    299,\n",
      "                                    250,\n",
      "                                    300\n",
      "                                ],\n",
      "                                \"text\": \"THEY\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    332,\n",
      "                                    272,\n",
      "                                    436,\n",
      "                                    271,\n",
      "                                    436,\n",
      "                                    299,\n",
      "                                    332,\n",
      "                                    299\n",
      "                                ],\n",
      "                                \"text\": \"THREW\",\n",
      "                                \"confidence\": 0.981\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            125,\n",
      "                            352,\n",
      "                            277,\n",
      "                            348,\n",
      "                            278,\n",
      "                            376,\n",
      "                            126,\n",
      "                            380\n",
      "                        ],\n",
      "                        \"text\": \"AT ME.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    133,\n",
      "                                    353,\n",
      "                                    187,\n",
      "                                    351,\n",
      "                                    187,\n",
      "                                    379,\n",
      "                                    133,\n",
      "                                    380\n",
      "                                ],\n",
      "                                \"text\": \"AT\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    224,\n",
      "                                    349,\n",
      "                                    278,\n",
      "                                    348,\n",
      "                                    278,\n",
      "                                    376,\n",
      "                                    224,\n",
      "                                    378\n",
      "                                ],\n",
      "                                \"text\": \"ME.\",\n",
      "                                \"confidence\": 0.981\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "missing_env = False\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "subscription_key = \"0edfadf16cda4f44ae5bca3c4ef52e8f\"\n",
    "endpoint = \"https://lzycomputervision.cognitiveservices.azure.com/\"\n",
    "\n",
    "text_recognition_url = endpoint + \"/vision/v3.1/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://ww2.sinaimg.cn/bmiddle/8206a628gw1f9ii2qu7p5j20hs0hsgor.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "subscription_key = \"0edfadf16cda4f44ae5bca3c4ef52e8f\"\n",
    "endpoint = \"https://lzycomputervision.cognitiveservices.azure.com/\"\n",
    "\n",
    "ocr_url = endpoint + \"vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://n1image.hjfile.cn/mh/2017/10/25/0cd5d8f9df976763c923e538efa1132b.png\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Sydney Opera House', 'confidence': 0.99982750415802}]}, 'requestId': '204ecdcc-889d-489d-87d3-5bff0fbdd507', 'metadata': {'height': 2736, 'width': 3648, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "subscription_key = \"0edfadf16cda4f44ae5bca3c4ef52e8f\"\n",
    "endpoint = \"https://lzycomputervision.cognitiveservices.azure.com/\"\n",
    "\n",
    "landmark_analyze_url = endpoint + \"vision/v3.1/models/landmarks/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://scenery.image.nihaowang.com/scenery/150/474/201106082241229687.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()x\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Donald Trump', 'confidence': 0.9999004602432251, 'faceRectangle': {'left': 594, 'top': 157, 'width': 354, 'height': 354}}]}, 'requestId': '2db03b03-afa3-4ba8-bfc2-66b6a7d990e2', 'metadata': {'height': 788, 'width': 1180, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"0edfadf16cda4f44ae5bca3c4ef52e8f\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://lzycomputervision.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://pic.36krcnd.com/avatar/201611/11092316/nlp5ymf1ett5aasa.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
